{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0d1baea4-194d-454e-b9cd-504018b2c601",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "540a5127-64c4-4ccf-98c6-8fef64a8d529",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os,sys\n",
    "from glob import glob\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import skimage, skimage.io\n",
    "import torch\n",
    "import torchvision\n",
    "import torchxrayvision as xrv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2708ef77-693f-4da5-8e30-e41d25514e9f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9182b2c3-95f8-41b6-a720-dc13ebbf4e8e",
   "metadata": {},
   "outputs": [],
   "source": [
    "img = xrv.utils.load_image('../tests/00027426_000.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "81e2d6ea-e8c9-4465-9e46-4f38f147d877",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "12943f03-d0bd-47f5-829c-fcbbd9822faa",
   "metadata": {},
   "outputs": [],
   "source": [
    "transform = torchvision.transforms.Compose([xrv.datasets.XRayCenterCrop(),\n",
    "                                            xrv.datasets.XRayResizer(320)])\n",
    "\n",
    "img = transform(img)\n",
    "img = torch.from_numpy(img).unsqueeze(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d7f60199-940b-43d9-b74a-b933286ace1b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "390ebb1c-c3b0-46f8-98d4-afb9a7cd9e43",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Asian', 'Black', 'White']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = xrv.baseline_models.emory_hiti.RaceModel()\n",
    "model.targets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4ec8c0a4-b014-48cc-814f-151a86e6f186",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img[0][0], cmap='gray');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5d44fe24-cb31-49ff-801d-26fc90a969ac",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ff912150-8fb5-4cec-b085-a1cd06a733a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "with torch.no_grad():\n",
    "    outputs = torch.softmax(model(img), 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "107f1044-bb3e-496b-9f12-e56670b5ea84",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Asian': 8.456485375063494e-06,\n",
       " 'Black': 0.00020567238971125335,\n",
       " 'White': 0.999785840511322}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dict(zip(model.targets,outputs.tolist()[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8108b098-31e7-423f-921d-f3cef88e153b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'White'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.targets[np.argmax(outputs.numpy())]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "745a7918-beaf-467b-9151-d19c27195b1a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "30106828-5e43-4f03-9b6a-42a3813d5418",
   "metadata": {},
   "outputs": [],
   "source": [
    "target = model.targets.index('White')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "00de53a6-fa59-4509-9151-ac9c6a59bd3b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ea7a34fb-3673-495e-9b2c-7813856fd8b4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([-0.0002], grad_fn=<SelectBackward0>)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 224x224 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = img.requires_grad_()\n",
    "\n",
    "outputs = model(img)\n",
    "print(outputs[:,target])\n",
    "grads = torch.autograd.grad(outputs[:,target], img)[0][0][0]\n",
    "blurred = skimage.filters.gaussian(grads.detach().cpu().numpy()**2, sigma=(5, 5), truncate=3.5)\n",
    "\n",
    "my_dpi = 100\n",
    "fig = plt.figure(frameon=False, figsize=(224/my_dpi, 224/my_dpi), dpi=my_dpi)\n",
    "ax = plt.Axes(fig, [0., 0., 1., 1.])\n",
    "ax.set_axis_off()\n",
    "fig.add_axes(ax)\n",
    "ax.imshow(img[0][0].detach().cpu().numpy(), cmap=\"gray\", aspect='auto')\n",
    "ax.imshow(blurred, alpha=0.5);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "52fada8d-de4d-4bd8-af01-62ea98966278",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5a49dc4c-5eb4-45a6-a61f-b25a0e4cae58",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "65dcdc83-62a2-4586-8fa9-db295ace30b6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8ddbb16c-5380-4c09-883d-0173822dccc2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f87864d6-1858-4b96-b6c0-a191a0b23c09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "16c4d112-9825-4edb-ad34-32b1062ab476",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5ae33eda-67ec-4b0f-a52f-70cf13f2a0c8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "41499bee-7a5b-4a7d-b47d-9830123c739c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
